{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: replacing module FractionalFlow\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "FractionalFlow"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# load the package\n",
    "include(\"../FractionalFlow/FractionalFlow.jl\")\n",
    "using PyPlot, SetPyPlot, NLopt, Dierckx\n",
    "import Calculus\n",
    "import GR\n",
    "FF = FractionalFlow"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Low sal test including pressure drop data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "PyPlot.Figure(PyObject <Figure size 640x480 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "PyPlot.Figure(PyObject <Figure size 640x480 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "PyPlot.Figure(PyObject <Figure size 640x480 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "PyPlot.Figure(PyObject <Figure size 640x480 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject <matplotlib.legend.Legend object at 0x7f7378f25210>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fluids_hs = FF.oil_water_fluids(mu_water=1.5e-3, mu_oil=3e-3)\n",
    "fluids_ls = FF.oil_water_fluids(mu_water=1e-3, mu_oil=3e-3)\n",
    "rel_perms_hs = FF.oil_water_rel_perms(krw0=0.4, kro0=0.9, \n",
    "        swc=0.15, sor=0.2, nw=2.0, no = 2.0)\n",
    "rel_perms_ls = FF.oil_water_rel_perms(krw0=0.3, kro0=0.95, \n",
    "        swc=0.15, sor=0.15, nw=2.0, no = 2.0)\n",
    "core_flood = FF.core_flooding(u_inj=1.15e-5, pv_inject=5.0, p_back=1e5, sw_init=0.2, sw_inj=1.0, rel_perms=rel_perms_hs)\n",
    "core_props = FF.core_properties()\n",
    "ls_res = FF.low_sal_water_flood(core_props, fluids_ls, fluids_hs, rel_perms_hs, \n",
    "        rel_perms_ls, core_flood)\n",
    "FF.visualize(ls_res)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "PyPlot.Figure(PyObject <Figure size 640x480 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "1-element Array{PyCall.PyObject,1}:\n",
       " PyObject <matplotlib.lines.Line2D object at 0x7f7391bcdcd0>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(ls_res.dp_time[:,1], ls_res.dp_time[:,2], \"o\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tertiary flood"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "PyPlot.Figure(PyObject <Figure size 640x480 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "PyPlot.Figure(PyObject <Figure size 640x480 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "PyPlot.Figure(PyObject <Figure size 640x480 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "PyPlot.Figure(PyObject <Figure size 640x480 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[1m\u001b[36mINFO: \u001b[39m\u001b[22m\u001b[36mUsing the single_ion_adsorption_water_flood function.\n",
      "\u001b[39m"
     ]
    },
    {
     "data": {
      "text/plain": [
       "PyObject <matplotlib.legend.Legend object at 0x7f7391da1ad0>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sor_hs = 0.22\n",
    "sw_init = 1-sor_hs\n",
    "fluids_hs = FF.oil_water_fluids(mu_water=1e-3, mu_oil=2e-3)\n",
    "fluids_ls = FF.oil_water_fluids(mu_water=1e-3, mu_oil=2e-3)\n",
    "rel_perms_hs = FF.oil_water_rel_perms(krw0=0.4, kro0=0.9, \n",
    "        swc=0.15, sor=sor_hs, nw=2.0, no = 2.0)\n",
    "rel_perms_ls = FF.oil_water_rel_perms(krw0=0.3, kro0=0.95, \n",
    "        swc=0.15, sor=0.15, nw=2.0, no = 2.0)\n",
    "core_flood = FF.core_flooding(u_inj=1.15e-5, pv_inject=30.0, p_back=1e5, sw_init=sw_init, \n",
    "    sw_inj=1.0, rel_perms=rel_perms_hs)\n",
    "core_props = FF.core_properties()\n",
    "ls_res = FF.single_ion_adsorption_water_flood_single_shock(core_props, fluids_ls, fluids_hs, rel_perms_hs, \n",
    "        rel_perms_ls, core_flood, 0.0)\n",
    "FF.visualize(ls_res)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ls_res.recovery_pv[:,2][13]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "# t_sec, pv_num, rec_fact, xt_num, sw_num, c_old, c_out_sal = \n",
    "#     FF.forced_imb_implicit_upwind(core_props, fluids_ls, fluids_hs, rel_perms_hs, \n",
    "#         rel_perms_ls, core_flood, pv_inj = core_flood.injected_pore_volume)\n",
    "# figure(2)\n",
    "# plot(xt_num/(core_props.length)/pv_num[end], sw_num)\n",
    "# plot(xt_num/(core_props.length)/pv_num[end], c_old)\n",
    "# plot(ls_res.saturation_profile_xt[:,1], ls_res.saturation_profile_xt[:,2])\n",
    "# plot(ls_res.tracer_profile_xt[:,1], ls_res.tracer_profile_xt[:,2])\n",
    "# xlabel(\"x/t [-]\")\n",
    "# ylabel(\"Water saturation [-]\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "# figure(2)\n",
    "# plot(xt_num/(core_props.length)/pv_num[end], sw_num)\n",
    "# plot(ls_res.saturation_profile_xt[:,1], ls_res.saturation_profile_xt[:,2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "# plot(t_sec, rec_fact)\n",
    "# plot(ls_res.recovery_time[:,1], ls_res.recovery_time[:,2])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Julia 1.1.0",
   "language": "julia",
   "name": "julia-1.1"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "0.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
